{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "target = '../data/000001'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[2008.      1.54    0.14    0.93    0.13    0.2     0.94    0.7 ]\n",
      " [2009.      1.34    0.15    0.82    0.12    0.16    0.71    0.51]\n",
      " [2010.      1.54    0.14    0.93    0.13    0.2     0.94    0.7 ]\n",
      " [2011.      1.34    0.15    0.82    0.12    0.16    0.71    0.51]\n",
      " [2012.      1.54    0.14    0.93    0.13    0.2     0.94    0.7 ]\n",
      " [2013.      1.34    0.15    0.82    0.12    0.16    0.71    0.51]\n",
      " [2014.      1.54    0.14    0.93    0.13    0.2     0.94    0.7 ]\n",
      " [2015.      1.34    0.15    0.82    0.12    0.16    0.71    0.51]\n",
      " [2016.      1.54    0.14    0.93    0.13    0.2     0.94    0.7 ]\n",
      " [2017.      1.34    0.15    0.82    0.12    0.16    0.71    0.51]]\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "invest_target = target\n",
    "data = np.loadtxt(invest_target+'.md',comments='-',delimiter='|')\n",
    "rate = np.zeros((data.shape[0],8))\n",
    "\n",
    "np.set_printoptions(precision=2,suppress=True)\n",
    "# Date|income|net_margin|total_assets|net_assets|cashin|net_cashin\n",
    "#\n",
    "# rate_equity_multiplier|rate_net_margin|rate_asset_turnover|rate_asset_margin|\n",
    "#   rate_equity_margin|rate_cash_income|rate_cash_margin|\n",
    "year = 0\n",
    "for row in data:\n",
    "    rate[year,0] = row[0]\n",
    "    rate[year,1] = row[3]/row[4] \n",
    "    rate[year,2] = row[2]/row[1]\n",
    "    rate[year,3] = row[1]/row[3]\n",
    "    rate[year,4] = row[2]/row[3]\n",
    "    rate[year,5] = row[2]/row[4]\n",
    "    rate[year,6] = row[5]/row[1]\n",
    "    rate[year,7] = row[6]/row[2]\n",
    "    year += 1\n",
    "    \n",
    "print(rate[:])    \n",
    "#result = np.hstack((data,rate[:,1:]))\n",
    "#print(result)\n",
    "\n",
    "with open(invest_target + '_rate.md','w') as outfile:\n",
    "    outfile.write('-Date|'\n",
    "                  'rate_equity_multiplier|rate_net_margin|rate_asset_turnover|rate_asset_margin|'\n",
    "                  'rate_equity_margin|rate_cash_income|rate_cash_margin|\\n'\n",
    "                  '-----|---|------|-----|-----|----|----|----|\\n')\n",
    "    #np.savetxt(outfile,result,fmt='%.2f',delimiter='|')\n",
    "    np.savetxt(outfile,rate,fmt='%.2f',delimiter='|')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f126fa6f160>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "invest_target = target\n",
    "raw_data = np.loadtxt(invest_target+'.md',comments='-',delimiter='|')\n",
    "rate_data = np.loadtxt(invest_target + '_rate.md',comments='-',delimiter='|')\n",
    "\n",
    "# RawData: Date|income|net_margin|total_assets|net_assets|cashin|net_cashin\n",
    "#\n",
    "# RateData: rate_equity_multiplier|rate_net_margin|rate_asset_turnover|rate_asset_margin|\n",
    "#   rate_equity_margin|rate_cash_income|rate_cash_margin|\n",
    "plt.figure(1,figsize=(15,15))\n",
    "plt.subplot(2,1,1)\n",
    "plt.title('Analysis of Target ' + invest_target)\n",
    "plt.ylabel('Hundred Million')\n",
    "for i in range(raw_data.shape[1]-1):\n",
    "    plt.plot(raw_data[:,0],raw_data[:,i+1])\n",
    "\n",
    "plt.legend(('income','net_margin','total_asset','net_asset','cashin','net_cashin'),loc='upper left')\n",
    "\n",
    "plt.subplot(2,1,2)\n",
    "for i in range(rate_data.shape[1]-1):\n",
    "    plt.plot(rate_data[:,0],rate_data[:,i+1])\n",
    "    \n",
    "plt.legend(('rate_equity_multiplier','rate_net_margin',\n",
    "            'rate_asset_turnover','rate_asset_margin',\n",
    "            'rate_equity_margin','rate_cash_income','rate_cash_margin'),loc='upper left')\n",
    "plt.xlabel('Year')\n",
    "\n",
    "#plt.savefig(invest_target + '_visual.png')\n",
    "#plt.close()\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
